2011
- Co-training for domain adaptation.
Minmin Chen, John Blitzer, and Kilian Weinberger.
Neural Information Processing Systems - NIPS 2011 [pdf] - Domain Adaptation with Coupled Subspaces.
John Blitzer, Dean Foster, and Sham Kakade.
Artificial Intelligence and Statistics - AISTATS 2011 [pdf] [bib].
2010
- Learning Better Monolingual Models with Unannotated Bilingual Text.
David Burkett, Slav Petrov, John Blitzer, and Dan Klein.
Conference on Natural Language Learning - CONLL 2010 [pdf] [bib]. - Joint Parsing and Alignment with Weakly Synchronized Grammars.
David Burkett, John Blitzer, and Dan Klein.
North American Association for Computational Linguistics - NAACL 2010 [pdf] [bib].
2009
- A Theory of Learning from Different Domains.
Shai Ben-David, John Blitzer, Koby Crammer, Alex Kulesza, Fernando Pereira, and Jenn Wortman.
Machine Learning. Special Issue on Learning From Multiple Sources. [pdf] [bib].
Two of the open questions we asked in this paper have since been answered in this publication by Yishay Mansour, Mehryar Mohri, and Afshin Rostamizadeh.
- Exploiting Bilingual Information to Improve Monolingual Web Search.
Wei Gao, John Blitzer, Ming Zhou, Kam-Fai Wong.
Association for Computational Linguistics - ACL 2009 [pdf] [bib]. - Better Word Alignment with Supevised ITG
Aria Haghighi, John Blitzer, John DeNero, Dan Klein.
Association for Computational Linguistics - ACL 2009 [pdf] [bib]. - Regularized Learning with Networks of Features
Ted Sandler, John Blitzer, Partha Talukdar, Lyle Ungar.
Neural Information Processing Systems - NIPS 2008 [pdf] [bib].
2008
- Multi-View Learning over Structured and Non-Identical Outputs
Kuzman Ganchev, Joao Graca, John Blitzer, Ben Taskar.
Uncertainty in Artificial Intelligence - UAI 2008 [pdf] [bib]. - DRASO: Declaratively Regularized Alternating Structural Optimization
Partha Talukdar, John Blitzer, Ted Sandler, Mark Dredze, Koby Crammer, Fernando Pereira.
ICML 2008 Workshop on Prior Knowledge for Text and Language Processing - [pdf] [bib]. - Domain Adaptation of Natural Language Processing Systems.
John Blitzer.
PhD Thesis - 2008 [pdf] [bib]. - Intelligent Email: Reply and Attachment Prediction.
Mark Dredze, Tova Brooks, Josh Carroll, Joshua Magarick, John Blitzer, Fernando Pereira.
Intelligent User Interfaces - IUI 2008 [pdf] [bib]. - Learning Bounds for Domain Adaptation
John Blitzer, Koby Crammer, Alex Kulesza, Fernando Pereira, and Jenn Wortman.
Neural Information Processing Systems - NIPS 2007 [pdf] [bib].
This paper also corrects an error in the main theorem of our NIPS 2006 paper. Thanks to William Cohen for pointing out the error.
A spotlight slide [pdf] and 45 seconds of audio [mp3].
You can also listen to the remix [mp3].
2007
- Frustratingly Hard Domain Adaptation for Parsing.
Mark Dredze, John Blitzer, Partha Talukdar, Kuzman Ganchev, Joao Graca, and Fernando Pereira.
Shared Task - Conference on Natural Language Learning - CoNLL 2007 shared task [pdf] [bib]. - Biographies, Bollywood, Boom-boxes, and Blenders: Domain Adaptation
for Sentiment Classification.
John Blitzer, Mark Dredze, and Fernando Pereira.
Association for Computational Linguistics - ACL 2007 [pdf] [bib]. - Analysis of Representations for Domain Adaptation.
Shai Ben-David, John Blitzer, Koby Crammer, and Fernando Pereira.
Neural Information Processing Systems - NIPS 2006 [pdf] [bib].
2006
- "Sorry, I forgot the attachment." Email Attachment Prediction
Mark Dredze, John Blitzer, and Fernando Pereira.
Conference on Email and Anti-spam - CEAS 2006. [pdf] [bib]. - Domain Adaptation with Structural Correspondence Learning.
John Blitzer, Ryan McDonald, and Fernando Pereira.
Empirical Methods in Natural Language Processing - EMNLP 2006. [pdf] [bib]. - Distance Metric Learning for Large Margin Nearest Neighbor Classification.
Kilian Weinberger, John Blitzer, and Lawrence Saul.
19th annual conference on Neural Information Processing Systems - NIPS 2005. [pdf] [bib].
2005
- Reply Expectation Prediction for Email
Management.
Mark Dredze, John Blitzer, and Fernando Pereira.
2nd Conference on Email and Anti-Spam - CEAS 2005. [pdf] [bib]. - Distributed Latent Variable Models of Lexical Co-occurrences.
John Blitzer, Amir Globerson, and Fernando Pereira.
10th International Workshop on Artificial Intelligence and Statistics - AISTATS 2005. [pdf] [bib]. - Hierarchical Distributed
Representations for Statistical Language Modeling.
John Blitzer, Kilian Weinberger, Lawrence Saul, and Fernando Pereira.
18th annual conference on Neural Information Processing Systems - NIPS 2004. [pdf] [bib].
2004
- MEAD - A Platform for Multidocument
Multilingual Text Summarization.
Dragomir Radev, Timothy Allison, Sasha Blair-Goldensohn, John Blitzer, Arda Celebi, Stanko Dimitrov, Elliott Drabek, Ali Hakim, Wai Lam, Danyu Liu, Jahna Otterbacher, Hong Qi, Horacio Saggion, Simone Teufel, Michael Topper, Adam Winkel, and Zhu Zhang.
Proceedings of Language Resources and Evaluation 2004 - LREC 2004.[pdf] - Evaluation Challenges in Large Scale Multidocument
Summarization.
Dragomir Radev, Simone Teufel, Horacio Saggion, Wai Lam, John Blitzer, Hong Qi, Arda Celebi, Danyu Liu, and Elliott Drabek.
Proceedings of the 41st Annual Meeting of the Association for Computational Linguistics - ACL 2004. [pdf]
2003
- Summarizing Archived Discussions: a Beginning.
Paula Newman and John Blitzer.
Intelligent User Interfaces 2003 - IUI 2003. [pdf]